Wiki source code of Notebooks
Last modified by manuelmenendez on 2025/02/02 07:08
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4.1 | 1 | ~== Neurodiagnoses: AI-Powered Diagnosis == |
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1.1 | 2 | |
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4.1 | 3 | Neurodiagnoses provides ~*~*two AI-assisted diagnostic systems~*~*, allowing clinicians to compare a ~*~*probabilistic~*~* and a ~*~*structured tridimensional approach~*~*. |
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1.1 | 4 | |
| 5 | ~-~-- | ||
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4.1 | 7 | ~=== Available Notebooks === |
| 8 | Below are the Jupyter Notebooks implementing these diagnostic methods: | ||
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1.1 | 9 | |
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4.1 | 10 | ~1. ~*~*Probabilistic Diagnosis Notebook~*~* |
| 11 | - [Open Notebook](https:~/~/lab.jsc.ebrains.eu/hub/user-redirect/lab/tree/shared/Neurodiagnoses/probabilistic_diagnosis.ipynb) | ||
| 12 | - AI assigns multiple possible diagnoses with probability percentages. | ||
| 13 | - Example: | ||
| 14 | ``` | ||
| 15 | 70% Frontotemporal Dementia | ||
| 16 | 25% Vascular Dementia | ||
| 17 | 5% Normal Pressure Hydrocephalus | ||
| 18 | ``` | ||
| 19 | - ~*~*Use Case:~*~* Ranking differential diagnoses in complex cases. | ||
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1.1 | 20 | |
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4.1 | 21 | 2. ~*~*Tridimensional Diagnosis Notebook~*~* |
| 22 | - [Open Notebook](https:~/~/lab.jsc.ebrains.eu/hub/user-redirect/lab/tree/shared/Neurodiagnoses/tridimensional_diagnosis.ipynb) | ||
| 23 | - AI provides structured diagnostic annotations based on: | ||
| 24 | - Axis 1: ~*~*Etiology~*~* (genetic, metabolic, autoimmune, vascular) | ||
| 25 | - Axis 2: ~*~*Molecular Biomarkers~*~* (CSF, PET, EEG, MRI features) | ||
| 26 | - Axis 3: ~*~*Neuroanatomoclinical Correlations~*~* (functional brain regions, atrophy) | ||
| 27 | - ~*~*Use Case:~*~* Precision neurology for biomarker-based classification. | ||
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1.1 | 28 | |
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4.1 | 29 | Both notebooks run on ~*~*EBRAINS Jupyter Lab~*~* and are available for real-time clinical testing. |
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1.1 | 30 | |
| 31 | ~-~-- | ||
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